HomeAboutProcessSourcingSystems & AICommercialBlogResearchContactBook a 15-Min Clarity Call
HomeBlog
Research & Strategy

Practical Notes on Sourcing, Systems, and Execution

Short, plain-English articles for business owners who want better sourcing decisions, fewer mistakes, and clearer execution.

Articles

SystemsReading Time: 7 min
July 9, 2026

The AI Factory: What India's AI Moment Reveals About Fear, Systems and Execution

A founder reflection inspired by the Financial Times documentary on India's AI transformation. Exploring fear, systems, execution, and who truly benefits from technological change.

SystemsReading Time: 7 min
July 9, 2026

Most Businesses Are Not Ready for AI. Their Systems Are Already Broken.

AI did not create chaos inside most businesses. It arrived and made the existing chaos more visible, more costly, and harder to ignore.

Process DesignReading Time: 6 min
July 9, 2026

Students Are Preparing for Exams. Industry Is Preparing for Adaptability.

India produces millions of graduates every year. Industry absorbs a fraction — not because they lack intelligence, but because what they prepared for and what the market needs have drifted apart.

Process DesignReading Time: 6 min
July 9, 2026

The Fear Around AI Feels Familiar: We've Been Here Before

Every major technological shift creates fear, resistance, and exaggerated predictions. AI may be new, but the human reaction to change is remarkably old.

Process DesignReading Time: 6 min
July 7, 2026

Why Most Businesses Fail to Scale

The hidden reason growth stalls – and how to fix it.

Process DesignReading Time: 5 min
November 5, 2025

Rubrics in Daily Life: How to Remember the 8 Dimensions of AI Evaluation

Learn AI rubrics in plain language with easy, daily life examples. Discover 8 dimensions that make AI answers clear, safe, and useful.

Process DesignReading Time: 5 min
October 25, 2025

AI Evaluation Rubrics Explained Simply

Learn how rubrics help humans judge AI responses fairly and consistently. Simple guide to 8 key dimensions used in AI evaluation.

Process DesignReading Time: 5 min
October 1, 2025

How AI Learns from People: RLHF Made Simple

Learn how AI learns from people using RLHF. Simple examples and analogies explain how human feedback makes AI more useful and safe.

Process DesignReading Time: 6 min
September 9, 2025

What is AI? A Simple Guide for Everyone

Learn what Artificial Intelligence is, why it matters in daily life and work, and how to start using AI tools today.